食品与机械2024,Vol.40Issue(4) :72-77.DOI:10.13652/j.spjx.1003.5788.2023.60178

多算法融合的并联食品分拣机器人轨迹跟踪控制方法

Multi algorithm fusion based trajectory tracking control method for parallel food sorting robots

李云峰 王聪 李玉琴
食品与机械2024,Vol.40Issue(4) :72-77.DOI:10.13652/j.spjx.1003.5788.2023.60178

多算法融合的并联食品分拣机器人轨迹跟踪控制方法

Multi algorithm fusion based trajectory tracking control method for parallel food sorting robots

李云峰 1王聪 2李玉琴3
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作者信息

  • 1. 山西工程科技职业大学,山西 晋中 030619
  • 2. 太原理工大学,山西 太原 030024
  • 3. 山西大学,山西 太原 030006
  • 折叠

摘要

目的:解决并联食品分拣机器人轨迹跟踪控制方法存在的控制精度低和运动稳定性差等问题.方法:在四自由度并联机器人结构基础上,提出将滑模控制算法、模糊控制算法和改进蝙蝠算法相结合用于并联食品分拣机器人轨迹跟踪控制.通过改进蝙蝠算法对模糊算法带宽进行寻优,通过优化的模糊控制算法自适应调整滑膜控制算法的模糊增益和滑膜面斜率,降低控制器的跟踪误差,提高抗干扰能力,并验证所提轨迹跟踪控制方法的优越性.结果:所提轨迹跟踪控制方法实际分拣准确率为99.90%,平均分拣时间为0.509 s.结论:与常规方法相比,所提轨迹跟踪控制方法的关节轨迹跟踪精度更高,抗干扰能力更强,输出力矩更加平滑.

Abstract

Objective:To solve the problems of low control accuracy and poor motion stability in the trajectory tracking control method of parallel food sorting robots.Methods:On the basis of analyzing the structure of a four degree of freedom parallel robot,a combination of sliding mode control algorithm,fuzzy control algorithm,and improved bat algorithm was proposed for trajectory tracking control of a parallel food sorting robot.Optimizing the bandwidth of fuzzy algorithms by improving the bat algorithm,and adaptively adjusting the fuzzy gain and sliding surface slope of the sliding membrane control algorithm through the optimized fuzzy control algorithm.the tracking error of the controller was reduced,improve anti-interference ability,and verify the superiority of the proposed trajectory tracking control method.Results:The proposed trajectory tracking control method had an actual sorting accuracy of 99.90%and an average sorting time of 0.509 seconds.Conclusion:Compared with conventional methods,the proposed trajectory tracking control method has higher joint trajectory tracking accuracy,stronger anti-interference ability,and smoother output torque.

关键词

并联机器人/轨迹跟踪/滑模控制算法/模糊控制器/蝙蝠算法/四自由度

Key words

parallel robots/trajectory tracking/sliding mode control algorithm/fuzzy controller/bat algorithm/four degrees of freedom

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基金项目

山西省教育科学规划课题(十四五)(SZ-21140)

出版年

2024
食品与机械
长沙理工大学

食品与机械

CSTPCD北大核心
影响因子:0.89
ISSN:1003-5788
参考文献量21
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